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GioModel
Launch Portfolio
MODEL 3 · STEP 4

Train
through time.

Select among three compact ridge families on development folds only, then audit 252 terminal labels spanning 272 sessions under the corrected protocol.

MARKET CONTEXT · OUTSIDE MODEL FREEZENKE

These readings update independently. They are not model inputs, deployment evidence, or a trading recommendation.

Latest price
$38.40
· fallback
20D momentum
-7.9%
Close-to-close · 20 completed sessions
RSI 14
40.1
neutral · Wilder method
Relative volume
0.7×
Versus the prior 20 completed sessions

TECHNICALS THROUGH · TIMESTAMPED FALLBACK

NESTED WALK-FORWARD DESIGN

Choose on development evidence; audit on terminal labels.

Three compact L2-logistic families are ranked by pooled development out-of-sample Brier score. 10 expanding outer folds use a five-session purge; the final 252 labels span 272 market sessions and are excluded from candidate selection, tuning, scaling, and calibration.

DEVELOPMENT ROWS1,998

Eligible rows before the holdout.

DEVELOPMENT OOS1,237

Predictions used for family selection.

TERMINAL HOLDOUT252

2025-06-24 to 2026-07-23 · 272 sessions.

OUTER FOLDS10

Expanding, purged chronology.

FINAL RETRAINS5

Block-bootstrap training runs with declared seeds.

SELECTED FAMILYRidge

Point-in-time fundamental ridge.

Development-only candidate ranking
CandidateBrierImprovementAUCECEProbability std.
Point-in-time fundamental ridge · selected0.253137+0.0007180.5567.5%4.0%
Cross-market ridge0.253623+0.0002330.5316.7%2.9%
Compact price ridge0.254112-0.0002570.5286.9%2.7%
AUDIT CORRECTION BOUNDARY

The earlier provisional run exposed timing and target-policy defects. This corrected protocol fixes them before rerunning, but the same terminal period was already inspected. Treat the result as a reproducible audit-corrected run, not fresh independent confirmation.

NEXTStep 5 · Stress the result

Continue through the audit-corrected Model 3 workflow.